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> ## traditional MM Likert outcome (distractor photo correlated w photos observed)
> ## only target photos used for analysis
> ##
> ## August 9, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(30111)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$condition %in% c("P1B", "P2W"),]
> 
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q339", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> a2.M1.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.045,
+                          verbose=10000, seed=4442
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   4.60717
   0.17124
   3.61200
  -0.43998
   1.24896
   1.07332
   0.57308
  -1.64232
   0.95231
   0.45759
  -0.24831
   1.43666
  -0.94812
  -0.92353
   1.07651
   1.12938
   0.63659
  -2.24003
  -0.50483
   0.01632
   0.32629
   0.77235
   1.77130
   0.12119
  -4.26944
  -3.64633
  -2.91439
  -3.75066
  -2.58683
  -3.77904
  -4.91364
  -3.49895
  -4.71177
  -4.38653
  -3.56098
  -3.28251
  -4.84484
  -4.63976
  -4.25429
  -4.64134
  -4.45805
  -3.91261
  -4.29568
  -3.21243
  -4.70729
  -3.70397
  -3.35425
  -4.59296
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.22630
   0.71313
   3.13409
  -0.21199
   1.28756
   1.52025
   1.08971
  -1.29918
   1.19901
   0.21571
  -0.65788
   1.77166
  -0.83594
  -1.09946
   1.09734
   0.76223
   0.50545
  -1.31929
  -0.01342
  -0.33027
   0.08846
   0.65180
   1.84282
   0.17749
  -3.71900
  -3.03770
  -2.14488
  -3.05039
  -2.16333
  -3.62087
  -4.31052
  -3.12755
  -4.75365
  -4.44647
  -3.46480
  -3.81104
  -5.35681
  -4.74045
  -4.04693
  -4.52417
  -3.98604
  -3.56486
  -3.85600
  -2.81321
  -4.37812
  -3.33528
  -2.86276
  -4.23504
Metropolis acceptance rate for gamma = 0.28927



MCMCoprobit iteration 20001 of 1050000 
beta = 
   4.89282
   0.18638
   3.35518
  -0.85895
   1.16519
   0.71488
   0.19741
  -1.78653
   0.82330
   0.11332
  -1.12418
   0.96267
  -1.13352
  -1.16885
   0.13184
   0.30782
  -0.19780
  -2.39188
  -0.82423
  -0.89154
  -0.50561
   0.72309
   1.18098
  -0.01741
  -5.06069
  -3.81679
  -2.97052
  -4.58951
  -3.07852
  -3.99582
  -4.99281
  -3.44990
  -5.16964
  -4.37803
  -3.89980
  -3.70337
  -5.38776
  -4.92250
  -4.08553
  -5.32472
  -4.08986
  -4.22169
  -4.61865
  -3.08416
  -5.07520
  -3.81577
  -3.59146
  -5.15976
Metropolis acceptance rate for gamma = 0.28894



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.56100
   0.24052
   2.23785
  -0.83376
   1.22587
   1.02707
   0.53049
  -1.70507
   0.29676
   0.38237
  -0.47185
   1.17260
  -0.74542
  -1.10052
   0.56667
   1.05198
  -0.11642
  -1.84429
  -0.70935
  -0.44066
  -0.52638
   0.88047
   1.27183
  -0.22653
  -4.16176
  -3.35024
  -2.77022
  -3.99766
  -2.51055
  -3.44674
  -5.03038
  -3.64672
  -5.04870
  -3.80862
  -4.02286
  -3.83656
  -5.08176
  -4.66351
  -3.78085
  -5.01141
  -3.91500
  -3.98770
  -4.23232
  -3.01027
  -4.45228
  -3.80903
  -3.12598
  -4.45922
Metropolis acceptance rate for gamma = 0.28836



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.78936
   0.01847
   3.42631
  -0.77985
   0.80226
   0.70645
  -0.01894
  -1.30121
   0.51152
   0.44127
  -0.90262
   1.56007
  -1.16439
  -1.23810
   0.52631
   0.76182
  -0.66891
  -2.25509
  -0.98255
  -0.25662
   0.43307
   0.39542
   1.13611
  -0.16509
  -4.00842
  -3.58682
  -2.62825
  -4.34881
  -3.00102
  -3.96901
  -4.80502
  -3.92056
  -4.66969
  -4.45730
  -4.24150
  -4.12531
  -5.37856
  -4.85887
  -4.02216
  -4.81951
  -4.76311
  -4.50216
  -4.08763
  -3.40466
  -4.88009
  -4.01855
  -3.11624
  -4.68784
Metropolis acceptance rate for gamma = 0.28599



MCMCoprobit iteration 50001 of 1050000 
beta = 
   4.96640
   0.11009
   3.84226
  -0.32312
   1.26690
   0.81906
   0.58771
  -1.81932
   1.15824
   0.20662
  -0.43274
   1.19585
  -1.21651
  -1.34638
   0.58530
   0.59426
  -0.51733
  -2.22218
  -0.56559
  -0.46122
  -0.16201
   1.15547
   0.89543
   0.04149
  -4.92859
  -4.52260
  -2.98723
  -4.30623
  -3.01252
  -4.02888
  -4.48858
  -3.16387
  -5.57247
  -4.10807
  -4.15581
  -4.18829
  -5.86333
  -4.88474
  -4.91326
  -4.32424
  -4.24610
  -4.21458
  -4.57355
  -3.04090
  -4.89010
  -4.09918
  -3.45056
  -4.61651
Metropolis acceptance rate for gamma = 0.28461



MCMCoprobit iteration 60001 of 1050000 
beta = 
   4.48663
   0.71001
   3.18076
  -0.56739
   1.28186
   1.07250
   0.49772
  -1.10046
   1.02554
   0.66320
  -0.20564
   1.86340
  -0.83997
  -0.88812
   0.93983
   0.81387
  -0.00273
  -1.80997
  -0.58639
  -0.52016
   0.19160
   0.90266
   1.37696
  -0.08518
  -4.40075
  -3.36743
  -2.48894
  -3.78073
  -2.16773
  -3.71034
  -4.46483
  -3.02900
  -4.12774
  -3.69119
  -3.55638
  -3.08772
  -4.65219
  -4.98058
  -3.10117
  -4.84812
  -3.71616
  -4.15431
  -4.28701
  -2.94999
  -4.60424
  -3.71364
  -2.57221
  -4.36210
Metropolis acceptance rate for gamma = 0.28468



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.21487
   0.31296
   3.19662
  -0.30137
   0.98058
   1.15919
   0.23636
  -1.49928
   1.28360
   0.44650
  -0.28784
   1.39179
  -0.87430
  -1.20618
   0.48995
   0.91256
  -0.24357
  -1.65699
  -0.27799
  -0.32685
  -0.01216
   1.02468
   1.39938
   0.50882
  -3.61700
  -3.59061
  -2.49063
  -3.58019
  -2.56033
  -3.35395
  -4.28059
  -2.83490
  -4.48954
  -3.82861
  -3.36735
  -3.23042
  -4.33792
  -4.34512
  -3.53385
  -4.67466
  -3.59460
  -3.71811
  -3.72207
  -2.72343
  -4.07366
  -3.25443
  -2.62043
  -4.47470
Metropolis acceptance rate for gamma = 0.28377



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.91188
  -0.58223
   3.03550
  -0.77845
   0.58003
   0.82855
  -0.06918
  -1.91825
   0.24189
   0.15426
  -0.92289
   0.67033
  -1.18326
  -1.52623
   0.58233
   0.79479
  -0.17243
  -1.89875
  -0.90580
  -0.52629
  -0.45044
   0.45707
   0.99257
  -0.18899
  -4.75205
  -4.04366
  -2.77604
  -4.23021
  -2.63510
  -3.69205
  -5.10835
  -3.69825
  -5.38254
  -4.49733
  -4.11089
  -4.22480
  -4.96994
  -4.76088
  -4.22132
  -4.65261
  -3.93392
  -3.99145
  -4.55797
  -3.14689
  -4.90541
  -3.95516
  -3.35195
  -4.51726
Metropolis acceptance rate for gamma = 0.28323



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.32077
   0.35775
   3.80399
  -0.04729
   1.35287
   1.51991
   0.35574
  -1.11167
   0.91598
   0.30543
  -0.06068
   1.31015
  -0.37643
  -0.89762
   0.91285
   1.15593
   0.12053
  -1.56749
  -0.24282
   0.18344
   0.44945
   0.58678
   1.91791
   0.40724
  -3.74104
  -3.28072
  -2.81613
  -4.02268
  -2.26958
  -3.37718
  -4.44225
  -3.24770
  -4.38487
  -3.71037
  -3.57515
  -4.09271
  -4.66793
  -4.87845
  -3.66124
  -4.87272
  -4.15656
  -4.10402
  -3.61564
  -2.89112
  -4.43856
  -3.17105
  -2.44992
  -3.93856
Metropolis acceptance rate for gamma = 0.28323



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.43173
   0.31064
   3.50574
  -0.47143
   1.55826
   1.05792
   0.60006
  -1.41719
   0.94457
   0.56540
  -0.21533
   1.35087
  -0.74246
  -1.03446
   0.29821
   1.12473
  -0.15437
  -1.48282
  -0.46774
   0.10449
  -0.23357
   0.85855
   1.30912
  -0.03811
  -4.16494
  -3.56723
  -2.78495
  -3.85825
  -2.24841
  -4.01318
  -4.24204
  -2.98341
  -4.77596
  -4.11644
  -3.43291
  -3.75891
  -4.60035
  -4.35538
  -4.06509
  -4.52361
  -3.78416
  -3.77486
  -3.77574
  -2.90679
  -4.50270
  -3.63205
  -3.08247
  -4.11829
Metropolis acceptance rate for gamma = 0.28444



MCMCoprobit iteration 110001 of 1050000 
beta = 
   4.78247
  -0.11850
   3.48305
  -0.83001
   1.36981
   0.99490
   0.07100
  -1.54924
   0.81585
   0.32326
  -0.45322
   1.17433
  -0.98056
  -0.96453
   0.59023
   0.87338
  -0.05681
  -2.39689
  -0.63755
  -0.50499
  -0.49709
   0.69374
   1.30033
  -0.26780
  -4.12402
  -4.04949
  -2.84943
  -4.08769
  -3.01107
  -4.16215
  -5.25272
  -3.57212
  -5.30076
  -4.19763
  -4.06713
  -4.38579
  -5.39420
  -5.24563
  -3.69339
  -4.67212
  -4.18222
  -4.00051
  -4.35191
  -3.25316
  -4.57999
  -3.67193
  -3.40130
  -4.29142
Metropolis acceptance rate for gamma = 0.28385



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.91628
   0.40540
   2.86980
  -0.93970
   0.87645
   0.66156
  -0.03225
  -1.66234
   0.25950
  -0.13304
  -0.93870
   0.73765
  -1.27599
  -1.18845
   0.46671
   0.87778
  -0.26628
  -2.19858
  -0.88192
  -0.60695
   0.05301
   0.80287
   0.57666
  -0.02482
  -4.69544
  -4.03072
  -3.43027
  -4.48249
  -3.32075
  -4.35889
  -4.96763
  -3.41272
  -4.60954
  -4.78503
  -3.72723
  -4.04148
  -4.76328
  -5.04081
  -4.24534
  -4.67538
  -4.90000
  -4.17186
  -4.56838
  -3.35398
  -5.26258
  -3.87995
  -3.18079
  -5.12586
Metropolis acceptance rate for gamma = 0.28456



MCMCoprobit iteration 130001 of 1050000 
beta = 
   4.85793
   0.30836
   2.54119
  -0.82154
   0.77822
   1.18986
  -0.38131
  -1.65043
   0.78667
   0.13904
  -0.70579
   1.11834
  -1.02823
  -0.79971
   0.26655
   0.64610
  -0.34568
  -2.46274
  -0.58556
  -0.64224
  -0.85664
   0.60712
   0.84170
  -0.29652
  -4.31568
  -3.77012
  -3.09551
  -4.33040
  -2.71442
  -4.20132
  -5.43332
  -3.55917
  -5.10678
  -4.34568
  -3.47750
  -4.39732
  -5.22883
  -5.02329
  -4.07421
  -4.76193
  -4.43882
  -4.06211
  -4.59811
  -3.14790
  -4.65694
  -3.68502
  -3.51280
  -4.17986
Metropolis acceptance rate for gamma = 0.28388



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.48305
  -0.02733
   3.25909
  -0.57372
   1.61389
   1.10909
   0.17665
  -1.71592
   0.86566
   0.28766
  -0.49351
   1.56073
  -0.74700
  -1.19866
   0.84805
   1.32876
   0.03102
  -2.05407
  -0.41442
  -0.49729
   0.01223
   0.89374
   1.53295
   0.27049
  -3.97812
  -3.65854
  -2.75368
  -3.44198
  -2.66551
  -4.01571
  -4.34672
  -3.00418
  -4.46379
  -4.16262
  -3.56258
  -4.25472
  -4.96436
  -4.93354
  -3.30651
  -4.76769
  -4.21098
  -3.86743
  -4.31436
  -2.75252
  -4.37790
  -3.82346
  -3.11731
  -4.25106
Metropolis acceptance rate for gamma = 0.28432



MCMCoprobit iteration 150001 of 1050000 
beta = 
   4.74110
   0.15620
   3.95126
  -0.93365
   1.03084
   0.90320
   0.44677
  -1.47389
   1.05116
  -0.04018
  -0.36825
   1.52112
  -1.06762
  -1.26922
   0.52057
   1.16424
   0.01476
  -1.40703
  -0.29297
  -1.15727
  -0.57372
   0.81063
   1.39431
  -0.13320
  -4.36957
  -3.83925
  -2.74442
  -3.86522
  -2.85960
  -3.54390
  -4.64470
  -3.72315
  -4.14880
  -4.16127
  -3.84857
  -4.56433
  -5.45159
  -4.70812
  -4.26725
  -4.50737
  -4.53689
  -4.05927
  -4.94762
  -3.33992
  -4.64821
  -3.57203
  -3.19894
  -4.18189
Metropolis acceptance rate for gamma = 0.28433



MCMCoprobit iteration 160001 of 1050000 
beta = 
   4.58485
   0.06363
   3.34765
  -0.69833
   1.27870
   0.66311
   0.41353
  -1.53707
   1.08970
   0.43959
  -0.73279
   1.11832
  -1.08434
  -1.41155
   0.76741
   0.69423
   0.20175
  -1.88132
  -0.60311
  -0.25001
   0.45071
   1.17850
   1.44333
  -0.06960
  -4.22126
  -3.96838
  -3.01162
  -4.02075
  -2.24047
  -3.01113
  -4.45536
  -3.66990
  -4.89010
  -4.38968
  -3.73666
  -4.25844
  -4.55846
  -4.62509
  -3.50396
  -4.76967
  -4.26403
  -3.98242
  -4.13190
  -2.74217
  -4.12595
  -3.46560
  -3.34785
  -4.38933
Metropolis acceptance rate for gamma = 0.28415



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.74256
   0.30989
   2.24759
  -1.25915
   1.01662
   0.85946
   0.34984
  -2.10956
   0.66666
   0.38908
  -1.39561
   1.22626
  -1.07876
  -1.51138
   0.30363
   1.09817
  -0.21919
  -2.15072
  -0.41108
  -0.27972
  -0.49659
   0.49551
   1.16268
  -0.42642
  -4.44513
  -3.65363
  -2.81046
  -4.68727
  -3.01744
  -4.28109
  -4.75265
  -3.83486
  -5.66525
  -4.34687
  -3.56277
  -4.15229
  -5.83601
  -4.70286
  -3.62732
  -4.87069
  -4.68531
  -4.24564
  -4.02120
  -3.30334
  -4.53099
  -3.77481
  -3.13759
  -4.69462
Metropolis acceptance rate for gamma = 0.28429



MCMCoprobit iteration 180001 of 1050000 
beta = 
   5.05247
  -0.14788
   3.05199
  -1.07178
   0.67369
   0.79051
   0.70908
  -1.70573
   0.62866
   0.06691
  -0.34078
   0.90040
  -1.22089
  -1.13193
   0.38254
   1.05222
  -0.33589
  -2.53854
  -0.75264
  -0.54162
  -0.11707
   0.45114
   1.14537
  -0.81592
  -4.40855
  -4.07396
  -3.04142
  -4.56232
  -2.79616
  -4.21042
  -5.36238
  -3.76983
  -4.97774
  -4.18169
  -3.79691
  -4.03803
  -5.31943
  -5.46297
  -4.37054
  -5.53387
  -4.75593
  -4.39951
  -4.61283
  -3.33476
  -4.99740
  -3.90286
  -3.65436
  -4.51582
Metropolis acceptance rate for gamma = 0.28481



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.31598
   0.42571
   3.32229
  -0.31592
   1.58193
   1.11691
   0.41386
  -1.63905
   1.44411
   0.30295
  -0.12969
   1.01979
  -0.92850
  -0.71140
   0.76182
   1.07305
   0.26999
  -1.92096
  -0.62465
   0.10323
   0.22808
   1.08182
   1.83377
   0.25230
  -3.86822
  -3.43929
  -2.45959
  -3.77484
  -2.48261
  -3.21191
  -4.27336
  -3.26319
  -4.68659
  -3.97590
  -3.52627
  -3.45743
  -5.24272
  -4.68402
  -3.03182
  -4.52836
  -3.38371
  -3.70139
  -3.77939
  -3.14775
  -3.95912
  -3.68721
  -2.62016
  -3.95405
Metropolis acceptance rate for gamma = 0.28434



MCMCoprobit iteration 200001 of 1050000 
beta = 
   4.80471
  -0.00055
   2.79967
  -0.55923
   1.07176
   0.73857
   0.40339
  -1.46398
   0.65906
   0.57160
  -0.73182
   1.05819
  -1.03423
  -1.67273
   0.58379
   0.75924
  -0.47566
  -2.58787
  -0.14992
  -0.47527
  -0.42357
   1.11578
   1.27548
  -0.23773
  -4.58944
  -3.77461
  -3.11962
  -4.14842
  -2.59474
  -3.94327
  -5.27384
  -3.23759
  -4.65236
  -4.85778
  -3.99120
  -4.56740
  -5.31265
  -5.06839
  -3.81654
  -4.29976
  -4.95459
  -4.22511
  -3.96838
  -3.65918
  -4.76240
  -3.86978
  -2.92613
  -4.70866
Metropolis acceptance rate for gamma = 0.28437



MCMCoprobit iteration 210001 of 1050000 
beta = 
   4.94981
   0.29339
   2.87939
  -0.83185
   0.94410
   0.71747
   0.49442
  -1.99182
   0.75675
   0.12606
  -0.12096
   1.06654
  -1.21506
  -1.05335
   0.14155
   0.63302
   0.31380
  -2.03903
  -0.43590
  -0.47678
   0.00725
   0.55901
   0.82546
  -0.20673
  -4.26547
  -3.62848
  -2.87605
  -4.54350
  -3.34132
  -4.16572
  -5.16562
  -3.51646
  -5.09953
  -4.49902
  -3.62371
  -3.95969
  -5.39384
  -5.55943
  -4.04129
  -4.71326
  -4.56785
  -4.32389
  -4.50609
  -3.53502
  -4.82500
  -4.11614
  -3.57625
  -4.57319
Metropolis acceptance rate for gamma = 0.28425



MCMCoprobit iteration 220001 of 1050000 
beta = 
   5.04401
   0.14431
   3.57310
  -0.35234
   0.90525
   0.87118
  -0.00229
  -1.35684
   1.22750
   0.33983
  -0.08926
   1.46226
  -1.40045
  -1.10197
   0.49647
   0.79484
   0.08999
  -2.26672
  -0.69101
  -0.38508
   0.02694
   0.68703
   0.93201
   0.43438
  -4.44860
  -4.47007
  -3.29133
  -4.17156
  -2.60452
  -4.23688
  -5.31543
  -3.41308
  -5.47157
  -4.72827
  -4.02028
  -4.10499
  -5.40629
  -4.78407
  -4.42196
  -5.03156
  -4.38659
  -4.27859
  -4.73042
  -3.40082
  -4.92017
  -3.87543
  -3.54596
  -4.97121
Metropolis acceptance rate for gamma = 0.28423



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.73207
  -0.09284
   3.15655
  -1.25003
   0.69426
   1.01324
   0.56406
  -1.89912
   1.10940
   0.47083
  -0.71018
   1.26538
  -0.93439
  -1.62811
   0.48465
   0.91959
  -0.10729
  -1.63141
  -0.76591
  -0.26476
  -0.00930
   0.66093
   1.61651
  -0.09032
  -4.18463
  -3.55468
  -3.48404
  -4.08741
  -2.60270
  -3.51345
  -4.85382
  -3.23881
  -4.55588
  -3.98014
  -4.49197
  -3.84372
  -5.76349
  -4.72157
  -3.95951
  -4.56930
  -4.34746
  -3.96009
  -4.16025
  -3.46219
  -4.71051
  -3.95613
  -3.23935
  -4.43928
Metropolis acceptance rate for gamma = 0.28449



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.63606
   0.09678
   2.49149
  -0.89513
   0.98687
   0.72406
   0.06679
  -1.76925
   0.36093
   0.42516
  -0.89236
   1.12662
  -1.16710
  -1.36455
   0.33673
   0.85802
  -0.24700
  -2.04854
  -1.02744
  -0.87827
   0.66897
   0.47434
   0.94438
   0.35817
  -4.19226
  -3.71381
  -3.05537
  -4.27607
  -2.93753
  -3.68041
  -5.11981
  -3.51807
  -4.95401
  -4.24609
  -3.77954
  -4.11901
  -5.16268
  -4.48065
  -3.33312
  -4.81108
  -4.37949
  -4.10103
  -4.48284
  -3.49644
  -4.40219
  -3.62532
  -2.94567
  -4.56150
Metropolis acceptance rate for gamma = 0.28419



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.99537
   0.04184
   2.83574
  -0.98993
   1.00608
   0.60508
   0.06564
  -1.95262
   0.38824
  -0.10579
  -1.18179
   1.09162
  -1.18731
  -1.27879
   0.73561
   0.90535
  -0.41039
  -2.55236
  -1.00362
  -0.70713
  -0.59270
   0.46195
   0.89657
  -0.38436
  -5.25555
  -3.73799
  -2.91479
  -4.86096
  -2.92441
  -4.19785
  -4.96448
  -4.09239
  -5.62284
  -4.71207
  -4.17144
  -4.20496
  -4.97711
  -6.19530
  -4.76840
  -5.04509
  -4.68723
  -4.38404
  -4.40260
  -3.73133
  -5.26587
  -3.60009
  -3.28099
  -4.50772
Metropolis acceptance rate for gamma = 0.28388



MCMCoprobit iteration 260001 of 1050000 
beta = 
   4.65641
  -0.23339
   2.95221
  -0.41042
   1.41319
   0.87248
   0.03417
  -0.97207
   0.74931
   0.44392
   0.16468
   1.39892
  -0.74752
  -1.01733
   0.69539
   0.72366
   0.29384
  -1.75991
  -0.47150
  -0.36685
   0.37964
   1.10760
   1.63769
  -0.26154
  -4.16666
  -3.46713
  -3.08423
  -4.41992
  -2.46781
  -3.80517
  -4.66687
  -3.18886
  -5.14628
  -4.70846
  -3.97192
  -4.18278
  -5.29427
  -5.14812
  -3.58730
  -4.87118
  -3.95081
  -4.22722
  -4.26122
  -3.03191
  -4.76100
  -3.57142
  -3.02316
  -4.17562
Metropolis acceptance rate for gamma = 0.28375



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.14174
   0.69810
   3.33043
  -0.01501
   1.70145
   1.43079
   0.64993
  -1.32146
   1.11159
   0.65169
  -0.01382
   1.53525
  -0.96495
  -0.96920
   0.62708
   1.25890
   0.14512
  -1.61307
  -0.35931
  -0.16643
   0.04605
   1.00713
   1.57457
   0.57361
  -3.87241
  -3.09439
  -2.45776
  -4.02865
  -2.23134
  -3.43882
  -4.18475
  -3.21502
  -4.44353
  -3.69411
  -3.39243
  -3.99725
  -4.21232
  -4.33942
  -3.58112
  -3.78071
  -3.62813
  -3.61419
  -3.81051
  -3.15195
  -3.94178
  -3.48498
  -2.81766
  -4.00266
Metropolis acceptance rate for gamma = 0.28394



MCMCoprobit iteration 280001 of 1050000 
beta = 
   4.87855
   0.03215
   2.57718
  -0.70291
   0.68391
   0.99735
   0.04430
  -1.89101
   0.45263
   0.26531
  -1.02541
   0.84241
  -1.10845
  -1.20224
   0.33822
   0.27711
  -0.20424
  -2.41196
  -0.93335
  -0.52997
   0.18778
   0.13501
   0.81095
   0.28691
  -5.08862
  -3.96935
  -3.26601
  -4.42867
  -2.88803
  -3.74865
  -4.68257
  -3.74843
  -5.02319
  -4.83001
  -4.15878
  -4.30120
  -5.12141
  -4.51368
  -3.93278
  -5.56241
  -4.54538
  -4.47964
  -4.32826
  -3.38688
  -4.67150
  -3.92312
  -3.39860
  -4.59265
Metropolis acceptance rate for gamma = 0.28432



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.57166
   0.21010
   2.87159
  -0.84131
   1.14060
   0.87531
  -0.12003
  -1.55380
   0.99138
   0.40629
  -0.57471
   1.24770
  -1.07038
  -0.76708
   0.52045
   0.83332
  -0.12130
  -2.23895
  -0.85541
  -0.24691
  -0.07803
   0.36435
   0.86332
  -0.35207
  -4.35800
  -3.60060
  -2.41239
  -3.98490
  -2.18791
  -3.95912
  -4.52513
  -3.14346
  -4.49425
  -3.87940
  -3.88853
  -3.72159
  -4.66123
  -4.75079
  -3.59968
  -4.31143
  -4.12941
  -3.80521
  -4.19710
  -2.95987
  -4.78411
  -3.55605
  -2.94710
  -4.28217
Metropolis acceptance rate for gamma = 0.28402



MCMCoprobit iteration 300001 of 1050000 
beta = 
   4.67273
  -0.43772
   2.26624
  -1.08376
   0.66247
   0.82700
  -0.07526
  -1.60947
   0.66697
  -0.09771
  -0.61555
   0.86335
  -0.96930
  -0.98744
  -0.07216
   0.49003
  -0.33123
  -1.94785
  -0.93785
  -0.73984
  -0.17148
   0.63578
   1.20206
   0.27470
  -4.25462
  -4.24721
  -3.09558
  -4.35223
  -3.10345
  -3.79897
  -4.69224
  -3.54937
  -4.96570
  -4.41745
  -3.86669
  -3.92948
  -4.91387
  -5.04403
  -3.98161
  -4.66765
  -3.60063
  -3.81408
  -4.79627
  -2.98426
  -4.36403
  -3.72638
  -3.46979
  -4.20923
Metropolis acceptance rate for gamma = 0.28389



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.78854
   0.02104
   3.70289
  -0.88871
   1.04809
   0.49387
   0.38780
  -2.09874
   0.50116
   0.32438
  -0.53651
   0.83298
  -1.54654
  -1.57936
  -0.03102
  -0.05484
  -0.23482
  -2.21004
  -0.92900
  -0.54316
  -0.26173
   0.65398
   0.95226
  -0.27999
  -3.97444
  -3.92147
  -3.65799
  -4.27929
  -2.63820
  -4.34171
  -4.91244
  -3.80948
  -5.01440
  -3.95953
  -4.01105
  -4.16892
  -5.22287
  -4.54013
  -4.41502
  -4.65457
  -4.75935
  -4.38324
  -4.66364
  -3.12399
  -5.13766
  -3.63355
  -3.46297
  -4.87959
Metropolis acceptance rate for gamma = 0.28401



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.65004
   0.07637
   2.72682
   0.19118
   1.56271
   0.85504
   0.70163
  -1.26030
   1.01830
   0.50295
  -0.52209
   1.49934
  -0.84423
  -1.13547
   1.04131
   1.16461
   0.13312
  -1.61845
  -0.49836
  -0.65927
  -0.23488
   0.65030
   1.50025
   0.21049
  -4.06984
  -3.52637
  -2.97337
  -4.34310
  -2.72155
  -3.85297
  -4.64133
  -3.14814
  -5.05139
  -4.16013
  -3.82400
  -4.09514
  -5.13952
  -4.17383
  -3.83887
  -4.52695
  -4.12463
  -4.33187
  -4.30793
  -2.88548
  -4.67165
  -4.06402
  -3.18318
  -4.57172
Metropolis acceptance rate for gamma = 0.28405



MCMCoprobit iteration 330001 of 1050000 
beta = 
   4.67185
  -0.34620
   2.60675
  -1.00550
   1.07622
   1.18833
   0.66316
  -1.69065
   0.55665
   0.00851
  -0.63476
   1.01736
  -0.86740
  -0.90835
   0.24759
   1.12337
   0.05959
  -1.70304
  -0.93637
  -0.52889
  -0.29530
   0.51024
   1.01726
  -0.74348
  -4.20274
  -3.59478
  -3.06017
  -4.37880
  -3.15320
  -3.82314
  -4.73697
  -3.51110
  -4.84473
  -4.29527
  -3.57553
  -4.14193
  -4.75875
  -5.30744
  -4.41313
  -4.71372
  -4.27789
  -3.90393
  -4.05694
  -3.20351
  -4.43279
  -3.68031
  -3.30347
  -4.31557
Metropolis acceptance rate for gamma = 0.28420



MCMCoprobit iteration 340001 of 1050000 
beta = 
   4.88674
   0.22883
   3.33658
  -0.71708
   0.88492
   0.58778
   0.00348
  -1.21152
   0.76605
   0.40994
  -0.76186
   1.06125
  -1.23184
  -1.27374
   0.26423
   1.19647
  -0.48686
  -2.33460
  -1.02309
  -0.81744
  -0.55422
   0.92263
   1.70234
   0.02927
  -4.52168
  -4.00105
  -3.40694
  -4.06565
  -2.71867
  -3.80161
  -5.10908
  -3.35326
  -5.76946
  -4.64363
  -4.07340
  -4.64852
  -5.88064
  -4.82997
  -4.23085
  -5.41021
  -4.79265
  -4.38957
  -4.61604
  -3.22012
  -4.62422
  -3.85452
  -3.36993
  -4.45139
Metropolis acceptance rate for gamma = 0.28424



MCMCoprobit iteration 350001 of 1050000 
beta = 
   4.38903
   0.17490
   2.74376
  -0.04155
   1.37941
   1.24748
   0.91290
  -1.41798
   0.90155
   0.40468
  -0.39162
   1.88084
  -0.85847
  -0.99911
   0.28873
   1.41488
  -0.23552
  -2.12136
  -0.72766
  -0.01393
   0.21610
   0.63365
   1.13830
   0.10743
  -4.36757
  -3.21430
  -2.74474
  -3.85283
  -2.74362
  -3.35347
  -4.59693
  -3.23360
  -4.77812
  -4.21616
  -3.39939
  -3.59416
  -4.30981
  -4.66474
  -3.38153
  -4.19157
  -4.19298
  -3.90954
  -3.90878
  -2.89658
  -4.23913
  -3.72416
  -2.75815
  -4.13343
Metropolis acceptance rate for gamma = 0.28410



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.64680
  -0.08891
   3.14961
  -0.46964
   1.17020
   0.55555
   0.02716
  -1.25600
   1.07520
   0.55365
  -0.67965
   1.28878
  -1.14486
  -0.75321
   0.53399
   0.83960
   0.14124
  -1.80386
  -0.41637
  -0.52091
   0.17802
   0.72840
   1.76441
  -0.29237
  -4.54856
  -3.87893
  -3.01997
  -3.76059
  -2.24384
  -3.84195
  -4.18194
  -3.23159
  -4.88119
  -3.75748
  -3.80885
  -3.81415
  -4.71359
  -4.86147
  -3.54636
  -4.77047
  -3.84383
  -3.75776
  -4.11538
  -2.82659
  -4.65212
  -3.36093
  -3.37209
  -4.56751
Metropolis acceptance rate for gamma = 0.28404



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.29109
   0.39003
   3.30797
  -0.01452
   1.31861
   1.19584
   0.27489
  -1.31469
   1.45299
   0.51082
  -0.01551
   1.35296
  -0.63468
  -0.58047
   1.08719
   1.04422
   0.49647
  -1.15871
   0.03224
   0.42201
   0.01074
   1.00275
   1.51964
   0.65421
  -3.62888
  -3.09560
  -2.76302
  -4.00209
  -2.23224
  -3.38248
  -4.32196
  -2.88033
  -4.71590
  -3.95865
  -2.94537
  -3.60007
  -4.59086
  -4.82611
  -3.30724
  -4.59263
  -3.87309
  -3.85136
  -3.54515
  -2.82858
  -3.72854
  -3.15017
  -3.03142
  -4.42731
Metropolis acceptance rate for gamma = 0.28402



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.56821
   0.06526
   3.00722
  -0.69976
   0.95544
   1.07889
   0.45627
  -2.04822
   1.29537
   0.37535
  -0.05343
   1.49272
  -1.25631
  -0.71105
   0.38943
   1.40171
   0.12453
  -1.85496
  -0.47593
  -0.35406
   0.14492
   0.93060
   1.40844
  -0.08510
  -3.91253
  -3.78344
  -2.77220
  -3.98580
  -2.55976
  -3.89850
  -5.02936
  -3.24185
  -4.68512
  -4.07293
  -4.20397
  -3.96488
  -5.01921
  -4.47339
  -3.71253
  -4.64014
  -3.74152
  -4.21221
  -4.12603
  -3.09535
  -5.03282
  -3.80962
  -2.91735
  -4.65798
Metropolis acceptance rate for gamma = 0.28377



MCMCoprobit iteration 390001 of 1050000 
beta = 
   4.64420
   0.00280
   3.04017
  -0.56981
   1.43457
   1.10367
   0.24529
  -1.36096
   1.02125
   0.41962
  -0.53439
   1.07528
  -0.96290
  -1.27533
   0.45350
   0.88070
   0.24127
  -2.06169
  -0.68530
  -0.15927
   0.12582
   0.81255
   1.48411
   0.28751
  -4.33665
  -3.59911
  -2.77896
  -4.18689
  -2.47800
  -3.40328
  -4.60484
  -2.98191
  -5.25376
  -4.17920
  -3.73213
  -4.29250
  -5.10902
  -4.42156
  -3.64735
  -4.94247
  -4.17136
  -4.18925
  -4.21877
  -3.18586
  -4.54873
  -3.53260
  -2.99855
  -4.24834
Metropolis acceptance rate for gamma = 0.28385



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.52989
   0.09532
   2.96728
  -0.67695
   1.48179
   1.17265
   0.52894
  -1.77230
   0.67775
   0.20318
  -0.69193
   1.41580
  -1.44682
  -0.97857
   0.24837
   0.40373
  -0.08428
  -1.98439
  -0.93747
  -0.72397
  -0.14276
   0.64376
   1.65583
  -0.26266
  -4.16310
  -3.79635
  -3.05401
  -4.01831
  -2.31903
  -3.63519
  -4.49409
  -3.55522
  -5.05638
  -4.01434
  -3.69672
  -3.85669
  -4.65681
  -4.62250
  -3.99767
  -4.25895
  -3.86411
  -3.69264
  -4.15115
  -3.13095
  -4.38926
  -3.48484
  -3.16116
  -4.35432
Metropolis acceptance rate for gamma = 0.28378



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.59264
   0.84164
   3.15945
  -0.57386
   1.58213
   1.08701
   0.87336
  -1.10464
   0.72276
   0.69363
  -0.34099
   1.26842
  -0.74695
  -0.92558
   0.46711
   1.33417
   0.44306
  -1.73953
  -0.40615
   0.00679
   0.54121
   1.41919
   1.43819
   0.11456
  -4.02820
  -3.40106
  -2.71749
  -4.17633
  -2.54378
  -3.63212
  -4.99080
  -3.09930
  -4.48118
  -4.20766
  -3.46206
  -3.52833
  -4.95899
  -5.42502
  -3.55103
  -4.64722
  -4.62650
  -4.27111
  -3.58953
  -3.09176
  -4.23255
  -3.87999
  -3.26869
  -5.00551
Metropolis acceptance rate for gamma = 0.28394



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.80649
  -0.40723
   3.35307
  -0.72594
   1.15479
   0.47036
   0.38337
  -1.80736
   0.36281
  -0.21222
  -0.60955
   0.92059
  -1.35186
  -0.92259
   0.04228
   1.02902
  -0.51344
  -1.89817
  -0.88606
  -0.46030
  -0.43815
   0.68785
   0.76065
   0.15097
  -4.37324
  -3.66181
  -3.07454
  -4.41781
  -3.23835
  -4.02096
  -4.93790
  -3.55683
  -4.86526
  -4.19792
  -3.82517
  -4.05217
  -4.80096
  -4.85044
  -4.09753
  -4.78675
  -4.78228
  -4.44813
  -4.59172
  -3.18431
  -4.28693
  -3.59482
  -3.19038
  -4.84201
Metropolis acceptance rate for gamma = 0.28419



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.85501
   0.32185
   3.13340
  -0.43845
   1.02826
   1.17689
   0.47520
  -1.81476
   0.67247
   0.27833
  -0.64820
   1.58011
  -1.19307
  -1.52802
   0.42394
   1.01811
  -0.16323
  -2.66116
  -0.72028
  -0.70774
  -0.06842
   1.14726
   1.05354
   0.71117
  -4.55514
  -3.94527
  -2.89934
  -4.55826
  -2.63772
  -4.00495
  -4.53632
  -3.66016
  -5.15350
  -4.14993
  -3.85305
  -4.23746
  -4.95273
  -5.09873
  -4.09461
  -4.61239
  -4.81587
  -4.28260
  -4.55766
  -3.47368
  -4.48276
  -4.08399
  -3.61750
  -4.78395
Metropolis acceptance rate for gamma = 0.28427



MCMCoprobit iteration 440001 of 1050000 
beta = 
   4.27103
   0.51383
   3.12749
  -0.13626
   1.55050
   1.43498
   0.60994
  -0.92140
   1.49797
   0.73326
  -0.04787
   1.72985
  -0.99333
  -0.60688
   0.83612
   1.40663
   0.58467
  -1.72739
  -0.09555
  -0.13830
   0.67359
   0.55686
   1.32514
  -0.05724
  -4.02835
  -3.52361
  -2.61786
  -3.87529
  -2.20017
  -3.45316
  -4.47994
  -2.50604
  -4.91357
  -4.19624
  -3.31683
  -3.74722
  -4.63037
  -4.65524
  -3.34266
  -4.68617
  -3.42557
  -3.64113
  -3.92988
  -2.68336
  -4.21720
  -3.02637
  -2.58221
  -4.04072
Metropolis acceptance rate for gamma = 0.28424



MCMCoprobit iteration 450001 of 1050000 
beta = 
   4.73044
  -0.05227
   3.34283
  -0.45506
   1.05316
   0.96773
   0.18215
  -1.51829
   0.29409
   0.22916
  -0.62061
   1.16078
  -1.24513
  -1.24470
   0.58780
   1.06111
  -0.38133
  -2.13939
  -0.52499
  -0.37319
  -0.38231
   0.78105
   0.99377
  -0.49933
  -3.81346
  -3.99051
  -2.73835
  -4.23479
  -2.68334
  -3.95072
  -4.68898
  -3.38064
  -4.84666
  -4.18796
  -3.91615
  -3.82207
  -5.61555
  -4.86676
  -3.92015
  -4.69340
  -3.95954
  -3.78154
  -4.48640
  -3.73490
  -4.72752
  -4.09972
  -3.70930
  -4.24774
Metropolis acceptance rate for gamma = 0.28436



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.70991
   0.07410
   3.10241
  -0.86240
   1.43335
   0.83469
   0.72605
  -1.75921
   0.74595
   0.53892
  -0.91548
   1.18263
  -1.52133
  -1.64233
   0.60762
   0.44232
  -0.20552
  -2.53718
  -0.42336
  -0.53081
   0.26078
   0.68598
   1.25907
   0.28749
  -4.20047
  -3.98149
  -3.11006
  -4.33202
  -2.83853
  -3.64698
  -5.14546
  -3.26463
  -4.77535
  -4.01932
  -3.51643
  -3.69821
  -5.35739
  -4.44927
  -3.54196
  -5.00162
  -4.68893
  -4.28674
  -4.33809
  -3.28712
  -4.54478
  -3.79232
  -3.50076
  -4.83710
Metropolis acceptance rate for gamma = 0.28398



MCMCoprobit iteration 470001 of 1050000 
beta = 
   4.88913
  -0.35105
   3.34812
  -0.81918
   0.80205
   0.33530
   0.16302
  -1.42161
   0.85199
  -0.08749
  -0.98481
   1.52932
  -1.33529
  -1.31529
   0.21677
   0.73362
  -0.22951
  -2.30493
  -0.73007
  -0.61996
  -0.46463
   0.21634
   1.31978
  -0.37716
  -4.55718
  -3.70448
  -3.33300
  -4.25491
  -3.36207
  -4.24640
  -4.45162
  -3.45747
  -5.13162
  -4.52737
  -3.77798
  -3.54735
  -5.10588
  -5.10244
  -4.25506
  -4.45974
  -4.37180
  -4.39489
  -4.33388
  -3.31760
  -4.48328
  -3.79211
  -3.20317
  -4.91682
Metropolis acceptance rate for gamma = 0.28394



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.75319
  -0.29622
   2.96478
  -0.61550
   0.91858
   0.51822
   0.18442
  -2.02222
   0.70059
  -0.14472
  -0.89728
   0.89548
  -1.63187
  -0.87262
   0.14102
   0.83796
   0.10621
  -2.11279
  -1.01986
  -0.78110
  -0.28855
   0.45767
   0.99786
  -0.49643
  -4.27323
  -3.91967
  -3.25927
  -4.42735
  -2.66699
  -3.66019
  -5.07838
  -3.51721
  -4.72355
  -4.37025
  -4.21303
  -3.79343
  -5.13539
  -4.80318
  -4.09706
  -4.56820
  -4.50882
  -3.99149
  -4.94668
  -3.05616
  -4.14258
  -3.82157
  -3.28195
  -4.60830
Metropolis acceptance rate for gamma = 0.28386



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.88786
  -0.00837
   3.16472
  -0.61909
   0.86316
   0.46976
   0.18570
  -1.79653
   0.56722
   0.23726
  -0.69182
   0.64180
  -1.08091
  -1.17197
   0.24019
   0.31298
  -0.24088
  -2.40610
  -0.82304
  -0.30936
  -0.01061
   0.71509
   1.02678
  -0.17424
  -4.29189
  -3.83775
  -3.04209
  -4.28664
  -2.96317
  -3.31937
  -5.14835
  -3.60029
  -4.81868
  -4.70292
  -3.70004
  -4.04174
  -5.26869
  -5.38391
  -3.75895
  -4.88111
  -4.22486
  -4.13168
  -4.44409
  -3.10679
  -4.88608
  -3.92099
  -3.78620
  -4.80542
Metropolis acceptance rate for gamma = 0.28389



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.63409
   0.12422
   3.03766
  -0.38261
   1.33378
   1.10163
   0.08871
  -1.29939
   1.27875
   0.34671
  -0.31332
   1.80993
  -0.49703
  -0.45967
   0.72142
   1.39756
   0.31662
  -1.87572
  -0.45543
  -0.10538
  -0.27336
   0.88292
   0.50035
  -0.09412
  -4.77340
  -3.82098
  -2.86581
  -3.92193
  -2.28585
  -3.83957
  -4.87258
  -3.12470
  -4.96272
  -3.92928
  -3.39170
  -3.80240
  -4.61585
  -4.58963
  -3.71633
  -4.64868
  -4.78750
  -4.11861
  -3.94323
  -2.98885
  -4.63663
  -3.42311
  -2.63279
  -4.29122
Metropolis acceptance rate for gamma = 0.28378



MCMCoprobit iteration 510001 of 1050000 
beta = 
   4.60168
   0.41744
   3.72816
  -0.41935
   1.54193
   1.49044
   0.53126
  -1.20381
   0.89948
   1.17265
  -0.54187
   1.81202
  -0.55605
  -0.79971
   0.65335
   1.68646
  -0.01291
  -1.80095
  -0.40481
  -0.19523
   0.39999
   0.70979
   1.45188
   0.06675
  -4.19788
  -3.90275
  -3.03799
  -4.17441
  -2.29319
  -3.43178
  -4.21498
  -3.17986
  -4.74448
  -4.31042
  -3.37232
  -4.06578
  -4.93002
  -4.72300
  -3.83843
  -4.54446
  -4.59433
  -3.95582
  -4.26068
  -2.70373
  -4.47414
  -3.72775
  -3.13428
  -4.68754
Metropolis acceptance rate for gamma = 0.28388



MCMCoprobit iteration 520001 of 1050000 
beta = 
   4.74625
   0.50178
   2.32043
  -0.42929
   1.26138
   1.10684
   0.21867
  -1.02604
   1.00247
   0.35732
  -0.75509
   1.35358
  -0.92347
  -1.33951
   0.60691
   0.86396
  -0.12511
  -2.01987
  -0.56482
  -0.48291
  -0.13437
   0.52646
   1.77642
  -0.05488
  -3.70822
  -3.57258
  -2.75811
  -4.48718
  -2.43829
  -3.46239
  -4.59786
  -3.30038
  -4.76019
  -4.18183
  -3.63072
  -3.84415
  -5.29330
  -4.70796
  -3.84274
  -4.31765
  -4.37826
  -4.44476
  -4.28612
  -3.37777
  -4.21773
  -4.39757
  -3.21014
  -4.78408
Metropolis acceptance rate for gamma = 0.28381



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.62233
   0.19781
   2.81147
   0.00840
   1.00003
   0.60684
  -0.24895
  -1.74807
   0.41716
   0.27854
  -0.62653
   1.23305
  -0.90946
  -1.23164
   0.28878
   1.06235
  -0.06931
  -2.10523
  -0.59748
  -0.98250
  -0.35000
   0.53012
   1.46417
   0.15645
  -4.21494
  -4.09775
  -2.93465
  -4.35720
  -2.99772
  -3.75356
  -4.64233
  -3.29265
  -4.86860
  -4.19615
  -3.50726
  -4.16772
  -5.09103
  -4.84208
  -3.84373
  -4.89152
  -4.00552
  -4.30508
  -4.60374
  -3.31625
  -4.32593
  -3.93348
  -3.08622
  -4.75029
Metropolis acceptance rate for gamma = 0.28393



MCMCoprobit iteration 540001 of 1050000 
beta = 
   4.68793
   0.04757
   3.29575
  -0.88584
   1.28496
   0.89739
  -0.10588
  -1.59515
   0.70944
   0.18519
  -0.32216
   1.27091
  -1.01134
  -1.35688
   0.32398
   1.09747
   0.30393
  -2.20587
  -0.77069
  -0.18921
   0.42651
   0.83385
   1.46189
   0.45170
  -3.70997
  -3.32451
  -2.71574
  -3.91388
  -2.51594
  -3.98288
  -4.86684
  -3.21886
  -4.85531
  -3.88171
  -4.03021
  -4.15439
  -5.28795
  -4.79233
  -4.40011
  -4.51151
  -4.32407
  -4.26915
  -3.92915
  -3.21907
  -4.94496
  -3.76610
  -3.06376
  -4.10899
Metropolis acceptance rate for gamma = 0.28394



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.31427
   0.56223
   3.52424
  -0.29406
   1.45112
   1.45815
   0.41730
  -1.23221
   1.14674
   0.87982
   0.09296
   1.58293
  -0.97475
  -0.91494
   1.13085
   1.34470
   0.45223
  -1.72883
  -0.42975
   0.22993
   0.34353
   0.99004
   1.92525
  -0.01376
  -3.78861
  -3.33508
  -2.97491
  -4.21761
  -2.27039
  -3.35182
  -4.36171
  -3.22942
  -4.92013
  -3.76809
  -3.79076
  -3.88587
  -4.76693
  -4.77147
  -3.44536
  -4.13641
  -3.90845
  -3.45518
  -3.49074
  -2.63136
  -4.32524
  -3.49668
  -2.61747
  -3.67430
Metropolis acceptance rate for gamma = 0.28394



MCMCoprobit iteration 560001 of 1050000 
beta = 
   4.47021
   0.01566
   3.40414
  -0.42204
   1.41161
   1.34025
   0.39521
  -2.06408
   1.41159
   0.46549
   0.09638
   1.49849
  -0.50288
  -0.94186
   0.63946
   1.05777
  -0.14506
  -1.77865
  -0.96282
  -0.39355
  -0.04945
   1.32486
   1.42361
   0.29380
  -4.15357
  -3.51489
  -2.38761
  -3.74144
  -2.14816
  -3.51191
  -4.70158
  -2.89143
  -4.83192
  -3.95508
  -3.70644
  -3.87258
  -5.34407
  -4.08882
  -3.41451
  -4.94858
  -3.80700
  -3.57941
  -3.62451
  -2.90582
  -3.96869
  -3.63202
  -3.14759
  -3.99180
Metropolis acceptance rate for gamma = 0.28368



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.63729
   0.33303
   3.11512
  -0.25295
   1.35300
   1.21955
   0.40770
  -1.65929
   0.88352
   0.27973
  -0.09075
   0.73371
  -1.03755
  -0.94914
   0.39995
   0.77091
   0.01210
  -1.58882
  -0.79176
  -0.70020
  -0.63137
   0.60872
   0.87753
  -0.52268
  -3.78096
  -3.58107
  -2.49061
  -4.00076
  -2.57924
  -4.06497
  -4.21770
  -3.27375
  -4.41115
  -3.95161
  -3.75294
  -3.91560
  -4.65977
  -5.23373
  -4.04658
  -4.83805
  -4.21118
  -3.95578
  -4.31771
  -3.30522
  -4.56625
  -3.78541
  -3.28259
  -4.72085
Metropolis acceptance rate for gamma = 0.28372



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.64801
   0.45818
   3.40119
  -0.50193
   1.16095
   0.74471
   0.89924
  -1.33864
   0.20835
   0.30019
  -0.24323
   1.49951
  -0.90975
  -1.26118
   0.24103
   1.37513
  -0.18285
  -2.06030
  -0.41539
  -0.37126
   0.22279
   0.81404
   1.06877
  -0.25957
  -4.41015
  -3.45932
  -2.86083
  -3.96461
  -2.79479
  -3.47777
  -4.98552
  -3.13516
  -5.17856
  -4.50646
  -3.88072
  -3.78249
  -4.80229
  -4.76711
  -4.41529
  -4.48733
  -3.97731
  -4.48182
  -4.28453
  -2.91004
  -4.37959
  -3.53745
  -3.32192
  -4.48439
Metropolis acceptance rate for gamma = 0.28369



MCMCoprobit iteration 590001 of 1050000 
beta = 
   4.63727
   0.29395
   2.79384
  -0.00723
   1.78381
   0.88822
   0.38525
  -1.29188
   0.81372
   0.60657
  -0.64697
   1.23472
  -0.96949
  -0.93481
   0.68108
   0.79602
   0.16191
  -2.03844
  -0.46019
  -0.33624
  -0.04706
   0.73968
   1.71551
   0.35306
  -4.44584
  -3.34062
  -2.83626
  -4.11262
  -2.70156
  -3.60788
  -5.03554
  -3.50270
  -5.22210
  -4.46104
  -3.97347
  -4.02976
  -4.81143
  -4.80020
  -4.11506
  -5.00380
  -4.36368
  -3.73962
  -4.02507
  -2.98477
  -4.88645
  -3.43541
  -3.18935
  -4.13689
Metropolis acceptance rate for gamma = 0.28356



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.80134
  -0.28667
   2.63340
  -1.26424
   0.87181
   1.01484
   0.38134
  -1.50978
   1.04533
   0.01358
  -0.52154
   1.04727
  -1.11366
  -1.06844
   0.32125
   0.71711
  -0.19157
  -2.02011
  -1.02749
  -0.58921
  -0.13985
   0.92176
   0.88709
   0.36680
  -4.18317
  -3.41773
  -2.99310
  -4.15772
  -2.54029
  -4.14793
  -5.17113
  -3.98023
  -4.59421
  -3.99577
  -4.04394
  -4.33341
  -4.88625
  -4.73138
  -4.03592
  -5.20543
  -4.18944
  -4.19652
  -3.88866
  -3.06800
  -4.75982
  -3.84202
  -3.28072
  -4.12294
Metropolis acceptance rate for gamma = 0.28351



MCMCoprobit iteration 610001 of 1050000 
beta = 
   4.18867
   0.20112
   2.79816
  -0.59717
   1.54346
   1.40413
   0.70379
  -1.17955
   1.28338
   0.99687
  -0.55014
   2.03757
  -0.91769
  -0.62684
   1.19259
   1.32203
   0.27882
  -1.56885
  -0.32445
   0.03206
  -0.02205
   0.94638
   1.82963
   0.12350
  -3.73195
  -3.04654
  -2.50154
  -3.37637
  -2.74194
  -3.17686
  -4.82209
  -2.90513
  -4.43095
  -4.32829
  -3.10283
  -3.63413
  -4.56085
  -4.57049
  -3.87070
  -3.61728
  -3.94737
  -3.45698
  -3.85409
  -2.90252
  -4.11288
  -2.88109
  -2.26456
  -3.67519
Metropolis acceptance rate for gamma = 0.28342



MCMCoprobit iteration 620001 of 1050000 
beta = 
   4.73372
  -0.23777
   2.92583
  -0.39786
   1.14225
   0.60208
   0.39359
  -1.42934
   0.41732
   0.14168
  -0.89309
   0.66564
  -1.65010
  -1.30449
   0.61995
   0.90907
  -0.03141
  -2.03532
  -0.80807
  -0.35903
  -0.61493
   0.84062
   1.20614
  -0.47017
  -3.95231
  -3.77298
  -2.96059
  -4.27520
  -3.17018
  -4.22579
  -4.76723
  -3.50096
  -4.77666
  -4.96237
  -4.08133
  -4.20292
  -5.26582
  -5.03369
  -4.36723
  -4.75095
  -4.44168
  -4.19577
  -4.31632
  -3.47708
  -4.85186
  -3.98193
  -3.53647
  -4.40340
Metropolis acceptance rate for gamma = 0.28335



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.70236
   0.10222
   2.98196
  -0.39366
   1.08892
   0.86286
   0.51418
  -1.43256
   0.55342
   0.08796
  -0.74312
   1.17268
  -1.11530
  -0.98677
   0.02826
   0.89651
  -0.16698
  -2.17563
  -0.86732
  -0.45573
  -0.22789
   0.93879
   1.20056
   0.14698
  -4.50454
  -3.42392
  -3.09696
  -4.23795
  -2.61678
  -3.98968
  -4.37795
  -3.09607
  -4.94488
  -4.32182
  -3.87751
  -3.94253
  -5.39305
  -4.72468
  -3.68795
  -4.48343
  -3.94522
  -4.16131
  -4.41531
  -2.86137
  -4.97329
  -3.40826
  -2.98484
  -4.71491
Metropolis acceptance rate for gamma = 0.28333



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.82643
  -0.09522
   3.40982
  -0.63997
   1.28763
   1.14241
   0.00266
  -1.39014
   1.02568
  -0.02722
  -0.48384
   1.56215
  -1.24887
  -1.13600
   0.36774
   0.32061
  -0.01940
  -2.32531
  -1.05879
  -0.52715
   0.07972
   0.79022
   0.91165
  -0.41869
  -4.32174
  -4.07639
  -3.09800
  -3.73846
  -3.30950
  -3.97820
  -4.86516
  -3.55877
  -5.05325
  -4.37217
  -4.05428
  -4.00343
  -5.13978
  -4.91083
  -3.67909
  -4.88020
  -4.78596
  -4.18055
  -4.54743
  -3.27513
  -4.86408
  -3.71782
  -3.21942
  -4.80720
Metropolis acceptance rate for gamma = 0.28355



MCMCoprobit iteration 650001 of 1050000 
beta = 
   4.21784
   0.13066
   3.81712
  -0.30924
   1.25086
   0.93352
   0.75311
  -1.69443
   0.91256
   0.44415
  -0.04366
   1.69752
  -0.45786
  -0.91012
   0.56366
   1.57088
   0.06387
  -2.00374
  -0.69468
  -0.25160
  -0.50595
   1.06267
   1.42170
   0.60456
  -3.84230
  -3.13083
  -2.84837
  -3.91758
  -2.32101
  -3.20248
  -4.34677
  -3.15633
  -4.39366
  -3.98094
  -3.50296
  -3.58638
  -4.22079
  -4.89463
  -3.85334
  -4.34785
  -3.80643
  -3.75587
  -3.95203
  -2.93403
  -4.12193
  -3.30505
  -2.82372
  -3.86275
Metropolis acceptance rate for gamma = 0.28349



MCMCoprobit iteration 660001 of 1050000 
beta = 
   4.59806
   0.23319
   2.65028
  -0.71448
   1.21725
   1.25033
   0.44445
  -1.80530
   0.55965
   0.19938
  -0.74209
   1.54910
  -0.89463
  -1.03862
   0.33865
   0.66938
  -0.33707
  -2.14054
  -0.64145
  -0.33631
  -0.05091
   0.52228
   1.42956
   0.36125
  -4.53129
  -3.65075
  -2.94657
  -4.59628
  -2.43259
  -3.78759
  -4.64528
  -3.25344
  -4.75326
  -3.87392
  -3.81323
  -3.55383
  -4.97735
  -5.28583
  -3.22435
  -5.06401
  -4.13626
  -3.90974
  -3.90049
  -2.85415
  -4.29427
  -3.71464
  -3.22140
  -4.37402
Metropolis acceptance rate for gamma = 0.28363



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.13945
   1.05821
   3.18116
  -0.49910
   1.99198
   1.28957
   0.70970
  -1.28069
   0.83760
   1.19752
   0.34169
   1.90392
  -0.81647
  -0.68975
   1.31053
   1.41868
   0.49910
  -1.72107
  -0.18566
  -0.24249
   0.25965
   1.08332
   2.04078
   0.49912
  -3.82077
  -3.11146
  -2.05622
  -3.53496
  -2.14456
  -3.19532
  -4.71753
  -3.20458
  -5.07309
  -3.60897
  -2.85745
  -3.44633
  -4.72781
  -4.03332
  -3.03612
  -4.22122
  -3.66053
  -4.02135
  -3.79771
  -2.61692
  -4.19177
  -3.39233
  -2.59528
  -3.57219
Metropolis acceptance rate for gamma = 0.28369



MCMCoprobit iteration 680001 of 1050000 
beta = 
   4.57737
   0.10354
   3.01067
  -0.04612
   1.18978
   1.12355
   0.44694
  -1.06493
   0.73709
   0.08185
  -0.51657
   1.29095
  -0.82346
  -1.10687
   0.21215
   1.36177
   0.07078
  -1.71202
  -0.33309
  -0.38323
  -0.38990
   0.82992
   1.71126
  -0.19638
  -4.36712
  -3.59740
  -2.95448
  -4.38776
  -2.45336
  -3.43826
  -5.21230
  -3.65926
  -4.39440
  -3.99381
  -3.67726
  -3.87042
  -5.09027
  -4.65398
  -3.91562
  -4.38178
  -3.91807
  -3.90701
  -3.78992
  -2.99151
  -4.56391
  -4.09135
  -3.20774
  -4.50595
Metropolis acceptance rate for gamma = 0.28375



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.50810
   0.37257
   2.68073
  -0.48571
   1.28161
   1.29516
  -0.04779
  -1.24409
   1.26715
   0.35597
  -0.80888
   1.34525
  -0.83643
  -1.08674
   0.75172
   1.27369
  -0.22235
  -1.98340
  -0.87162
  -0.37447
  -0.17253
   0.66986
   1.01542
   0.05020
  -4.15049
  -3.48413
  -2.72665
  -4.63069
  -2.38029
  -3.78076
  -4.22482
  -3.32952
  -5.05574
  -4.07527
  -3.62184
  -3.20568
  -4.97901
  -4.85186
  -4.17483
  -4.92866
  -3.84071
  -3.99592
  -4.22680
  -3.21763
  -4.64105
  -3.77553
  -2.92506
  -3.90016
Metropolis acceptance rate for gamma = 0.28371



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.51958
   0.11074
   3.27501
  -0.78138
   1.19279
   0.97271
   0.48906
  -2.25278
   0.45930
   0.17223
  -0.66121
   1.55490
  -1.09991
  -0.74345
  -0.09325
   1.15942
  -0.17120
  -1.39937
  -0.88698
  -0.21188
  -0.23445
   0.94746
   1.29461
  -0.32905
  -4.70928
  -3.70494
  -2.88101
  -4.02841
  -2.24836
  -3.90539
  -4.96854
  -2.91455
  -4.56331
  -4.02638
  -3.76653
  -3.62318
  -4.99376
  -4.79690
  -3.44271
  -4.61920
  -4.21027
  -4.24314
  -4.14555
  -3.36529
  -4.32258
  -3.55418
  -2.90812
  -4.05055
Metropolis acceptance rate for gamma = 0.28377



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.33507
  -0.04406
   3.18541
  -0.62311
   0.86695
   1.00746
   0.61555
  -1.61564
   0.73665
   0.38085
  -0.21641
   1.24244
  -0.85741
  -0.88224
   0.42641
   0.87291
   0.26801
  -1.86615
  -0.42008
  -0.19538
   0.26990
   0.22360
   1.72296
  -0.19255
  -3.96334
  -3.23683
  -2.64369
  -3.79898
  -2.19118
  -3.52838
  -4.49006
  -3.22026
  -4.03348
  -3.81498
  -3.61580
  -3.42352
  -4.96023
  -4.60348
  -3.48232
  -4.57987
  -3.98343
  -3.93094
  -4.24991
  -2.76777
  -4.34936
  -3.56454
  -3.10586
  -3.92863
Metropolis acceptance rate for gamma = 0.28367



MCMCoprobit iteration 720001 of 1050000 
beta = 
   4.96756
  -0.00473
   3.03595
  -1.57589
   0.84415
   0.29590
   0.10355
  -2.23033
   0.35424
   0.31706
  -1.22065
   0.76696
  -1.57316
  -1.17410
   0.08094
   0.38255
  -0.03105
  -1.86621
  -1.15086
  -0.59558
   0.31537
   0.34572
   1.15104
  -0.11640
  -4.67299
  -4.34311
  -3.11812
  -4.43915
  -3.04213
  -4.12089
  -4.92437
  -3.79994
  -5.36838
  -4.54646
  -3.78270
  -3.96523
  -5.45363
  -5.06037
  -3.96107
  -4.63107
  -4.54903
  -4.04944
  -4.81965
  -3.75215
  -5.04930
  -4.07614
  -3.50544
  -4.26643
Metropolis acceptance rate for gamma = 0.28371



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.39649
   0.28651
   2.26838
  -0.51851
   1.09508
   0.80226
   0.43269
  -1.54853
   1.15743
   0.00378
  -0.27262
   1.13960
  -0.71353
  -1.18491
   0.77708
   1.06894
   0.15660
  -2.14410
  -0.90694
  -0.12665
  -0.02758
   0.76507
   1.57837
   0.23394
  -3.79156
  -3.50571
  -2.90543
  -4.09362
  -2.28850
  -3.70108
  -4.70698
  -3.60540
  -4.75235
  -4.50349
  -3.58714
  -3.61141
  -4.55214
  -4.82421
  -3.35288
  -4.43542
  -4.10354
  -4.18208
  -4.00912
  -3.00242
  -4.21212
  -3.99434
  -3.31037
  -4.59183
Metropolis acceptance rate for gamma = 0.28380



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.77491
  -0.02245
   2.48657
  -0.65835
   0.82120
   0.70366
   0.05882
  -1.88906
   0.98178
   0.08324
  -0.95467
   1.11549
  -0.76999
  -1.16428
   0.46715
   0.51360
  -0.31975
  -2.31162
  -0.65014
  -0.55429
  -0.13583
   0.66460
   1.54772
  -0.28093
  -3.67023
  -3.57301
  -2.96277
  -3.81675
  -2.84558
  -4.08461
  -4.86936
  -3.66594
  -4.91950
  -4.20899
  -3.47544
  -3.70654
  -5.24517
  -4.45561
  -4.06029
  -4.64138
  -4.16655
  -4.30710
  -4.76914
  -3.46654
  -5.35786
  -3.71674
  -3.06223
  -4.25004
Metropolis acceptance rate for gamma = 0.28375



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.73411
   0.46627
   3.71339
  -0.69629
   1.17455
   0.60076
   0.49674
  -1.83184
   1.09404
   0.49073
  -0.34258
   1.23236
  -1.08517
  -1.47952
   0.64500
   1.24493
   0.10330
  -1.71391
  -0.33244
  -0.28247
   0.25324
   0.96750
   1.40372
   0.20346
  -4.73254
  -3.48031
  -3.08751
  -4.28458
  -2.80066
  -4.11135
  -5.08721
  -3.33014
  -5.24610
  -4.64431
  -4.05826
  -3.92573
  -5.10961
  -5.03173
  -4.45695
  -4.96278
  -3.99367
  -3.98961
  -4.86239
  -3.24830
  -4.91688
  -3.89786
  -3.07708
  -5.08502
Metropolis acceptance rate for gamma = 0.28376



MCMCoprobit iteration 760001 of 1050000 
beta = 
   4.81368
  -0.04536
   2.99056
  -0.36367
   1.06985
   0.67550
   0.37619
  -1.48833
   0.86754
   0.48035
  -0.52397
   0.77720
  -1.23415
  -1.42497
   0.28539
   0.89006
  -0.24367
  -2.49927
  -0.45138
  -0.75423
  -0.37986
   0.77752
   0.90294
  -0.40180
  -3.81308
  -4.00761
  -3.23163
  -4.55169
  -2.47974
  -4.17964
  -5.50091
  -3.89551
  -4.86690
  -4.45394
  -4.26876
  -4.05179
  -4.88940
  -5.08356
  -3.89685
  -5.37610
  -4.46624
  -4.55950
  -4.46596
  -2.99532
  -5.29247
  -4.03690
  -3.77536
  -4.51977
Metropolis acceptance rate for gamma = 0.28381



MCMCoprobit iteration 770001 of 1050000 
beta = 
   4.72237
  -0.08594
   3.26941
  -0.69357
   1.48538
   0.77063
  -0.08221
  -1.42322
   0.56230
   0.12290
  -0.67674
   1.33093
  -1.75371
  -0.83176
   0.22568
   0.54282
   0.03821
  -2.07700
  -0.57290
  -0.42824
  -0.80358
   0.62904
   1.08445
  -0.25011
  -4.20142
  -3.57331
  -2.75171
  -3.62162
  -2.38081
  -3.99827
  -4.91801
  -3.23060
  -4.84504
  -3.99558
  -3.88481
  -4.10381
  -5.01163
  -5.17796
  -3.42567
  -4.81041
  -4.64985
  -4.29292
  -4.33565
  -3.65914
  -4.32482
  -3.93723
  -3.10512
  -4.13032
Metropolis acceptance rate for gamma = 0.28387



MCMCoprobit iteration 780001 of 1050000 
beta = 
   4.24180
   0.46959
   2.77831
  -0.19969
   1.45290
   1.02938
   0.19587
  -1.39647
   0.63307
  -0.26070
  -0.18513
   1.04120
  -0.99552
  -0.75246
   0.11008
   0.97678
  -0.07492
  -1.42791
  -0.34775
  -0.51246
  -0.12808
   0.63507
   1.85059
   0.74495
  -3.96443
  -3.53107
  -2.49153
  -3.53549
  -2.34312
  -2.91455
  -4.36040
  -3.31128
  -4.71378
  -3.92675
  -3.51384
  -3.54682
  -4.84847
  -4.72512
  -3.55728
  -4.19921
  -3.71211
  -3.97261
  -4.31447
  -3.00049
  -4.31014
  -3.38521
  -2.89258
  -4.05024
Metropolis acceptance rate for gamma = 0.28379



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.38938
  -0.44455
   2.71195
  -0.42914
   1.08127
   0.71239
   0.83460
  -1.43123
   0.89906
   0.27374
  -0.98154
   1.39571
  -0.68141
  -0.97404
   0.45780
   0.88854
   0.13954
  -2.07146
  -0.74483
  -0.26127
   0.51210
   0.66274
   0.99863
  -0.21956
  -4.18961
  -3.43407
  -3.01652
  -3.85368
  -2.23042
  -3.31529
  -4.53321
  -3.15053
  -4.39246
  -3.69429
  -3.44879
  -3.95228
  -4.50833
  -4.59361
  -3.86494
  -4.32957
  -3.74782
  -3.90053
  -3.96814
  -3.17350
  -4.32738
  -3.52915
  -2.97347
  -4.49375
Metropolis acceptance rate for gamma = 0.28374



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.68967
  -0.36112
   2.74534
  -0.08389
   1.55617
   0.74134
   0.77671
  -1.67094
   0.93203
   0.15687
  -0.35326
   1.01785
  -1.03790
  -0.97489
   0.59882
   1.04857
   0.09938
  -2.17934
  -0.74619
  -0.39083
  -0.75179
   0.91854
   1.27342
   0.31881
  -4.34311
  -3.91248
  -3.60557
  -4.00744
  -2.78728
  -4.16242
  -5.05140
  -4.04806
  -4.88379
  -4.60480
  -3.96917
  -4.18837
  -5.15806
  -4.63072
  -3.59744
  -4.63503
  -4.67409
  -4.21988
  -4.24415
  -3.26720
  -4.29958
  -3.59508
  -3.15678
  -4.62088
Metropolis acceptance rate for gamma = 0.28375



MCMCoprobit iteration 810001 of 1050000 
beta = 
   5.06706
   0.22446
   2.55627
  -1.33686
   1.03675
   0.52912
  -0.43977
  -2.08180
   0.62669
   0.30453
  -1.09726
   0.83834
  -1.66169
  -1.21851
   0.12924
   1.02739
  -0.04873
  -2.07101
  -0.61229
  -0.75603
  -0.14668
   0.49045
   1.00694
  -0.30011
  -4.44936
  -3.71326
  -2.98954
  -4.35902
  -2.76246
  -4.37321
  -4.90924
  -3.35839
  -5.48910
  -4.95246
  -3.91073
  -4.26063
  -5.41990
  -5.48420
  -4.20544
  -5.24758
  -5.07410
  -4.60317
  -5.00285
  -3.40954
  -4.68957
  -4.33318
  -3.46648
  -5.10442
Metropolis acceptance rate for gamma = 0.28376



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.59177
   0.30509
   3.31812
  -0.70608
   1.32183
   1.03566
   0.45160
  -1.48826
   1.01013
  -0.00458
  -0.13201
   1.39023
  -0.89057
  -1.42844
   0.88203
   0.61871
   0.21078
  -1.94959
  -0.29411
  -0.41536
  -0.51837
   1.04166
   1.40643
   0.01273
  -4.20909
  -3.53585
  -3.15652
  -3.81582
  -2.46334
  -3.83433
  -4.54056
  -3.40392
  -4.70646
  -3.90785
  -3.73572
  -3.99801
  -5.11090
  -4.54678
  -3.79105
  -4.58010
  -4.62066
  -4.04618
  -4.35923
  -2.92141
  -4.53856
  -3.85112
  -2.98943
  -4.17032
Metropolis acceptance rate for gamma = 0.28386



MCMCoprobit iteration 830001 of 1050000 
beta = 
   4.40780
   0.62755
   3.46864
  -0.63104
   1.59908
   1.34118
   0.63179
  -1.31018
   0.87361
   0.87655
  -0.64445
   1.31149
  -0.94660
  -0.39614
   0.81400
   1.71815
   0.03763
  -2.19054
  -0.23911
  -0.24121
   0.29394
   1.20408
   1.60763
   0.20406
  -3.24412
  -3.53308
  -2.55361
  -3.75188
  -2.54776
  -3.87393
  -4.81398
  -3.53799
  -4.62093
  -3.69736
  -3.67853
  -3.48038
  -4.91636
  -4.79253
  -3.95565
  -4.64755
  -3.87252
  -3.84095
  -3.93375
  -2.74680
  -4.54298
  -3.35706
  -3.25153
  -3.89598
Metropolis acceptance rate for gamma = 0.28382



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.81107
  -0.02832
   2.96621
  -0.60104
   1.15977
   0.85655
   0.57606
  -1.73715
   1.16670
   0.16330
  -0.47610
   0.78753
  -0.84085
  -1.37135
   0.20221
   0.67961
   0.00804
  -2.49091
  -0.85164
  -0.48655
  -0.36567
   0.38587
   1.23840
  -0.12602
  -4.85696
  -4.15718
  -3.06411
  -4.74469
  -2.47568
  -4.03675
  -4.90125
  -3.82558
  -5.19879
  -4.24630
  -3.96062
  -3.78967
  -5.32441
  -5.46955
  -3.82648
  -4.89062
  -4.47820
  -3.97510
  -4.50162
  -3.52607
  -4.58369
  -3.68952
  -3.51573
  -4.85711
Metropolis acceptance rate for gamma = 0.28380



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.13773
   1.05755
   2.88995
   0.12154
   2.09576
   1.59859
   1.24623
  -1.00947
   1.06885
   0.98968
   0.27941
   1.72198
  -0.50348
  -0.40820
   0.77523
   1.25141
   0.17921
  -1.30271
  -0.23948
   0.02622
   0.51924
   1.31095
   1.93858
   0.56735
  -3.60339
  -3.44364
  -2.45286
  -3.62476
  -2.58838
  -3.36163
  -4.21647
  -2.83937
  -4.31590
  -3.85691
  -3.72178
  -3.54416
  -4.64586
  -4.10811
  -2.78060
  -4.33085
  -4.15644
  -3.23889
  -3.47251
  -2.59350
  -4.72997
  -3.07828
  -2.77743
  -3.82969
Metropolis acceptance rate for gamma = 0.28384



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.83708
  -0.14751
   2.75811
  -0.94159
   0.87873
   0.58992
   0.15706
  -1.95655
   0.95133
  -0.11506
  -0.19201
   1.33580
  -1.15058
  -1.45982
   0.11258
   0.64664
  -0.26570
  -2.20315
  -0.71367
  -0.61246
  -0.58220
   0.68334
   1.13042
  -0.07551
  -4.92662
  -3.62112
  -3.09614
  -4.32440
  -3.25242
  -3.82648
  -4.74897
  -3.63535
  -5.39515
  -4.18564
  -3.96879
  -4.37604
  -5.33222
  -4.96163
  -4.40759
  -4.50990
  -4.68355
  -4.57134
  -4.14126
  -3.40695
  -4.43707
  -3.62680
  -3.20789
  -4.09791
Metropolis acceptance rate for gamma = 0.28384



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.58260
  -0.09319
   3.51992
  -0.32221
   1.35732
   1.42603
   0.45417
  -1.34213
   0.93866
   0.49829
  -0.22997
   1.74217
  -0.77590
  -0.83134
   0.37710
   0.88329
   0.13217
  -1.96928
  -0.40574
  -0.34366
   0.02154
   0.73851
   1.63263
   0.37499
  -3.87769
  -3.56670
  -2.86805
  -3.60261
  -2.39609
  -3.34833
  -4.48745
  -3.56137
  -4.64754
  -4.02292
  -3.73700
  -3.63368
  -5.02704
  -4.77710
  -3.72614
  -4.14146
  -3.86424
  -3.70085
  -3.78448
  -2.97187
  -4.30120
  -3.89951
  -2.62377
  -4.46890
Metropolis acceptance rate for gamma = 0.28385



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.66219
   0.26674
   3.51891
  -0.90274
   1.19839
   0.69690
  -0.40891
  -1.41254
   0.46469
   0.29488
  -0.86569
   1.23043
  -1.10993
  -1.42914
   0.26480
   0.44055
  -0.21053
  -1.79746
  -0.67749
  -0.21416
   0.17243
   0.87765
   1.80601
  -0.29506
  -4.01034
  -3.77478
  -2.81984
  -4.28008
  -2.63405
  -4.12683
  -5.10522
  -3.34269
  -4.90581
  -4.13542
  -3.56261
  -4.00945
  -4.70764
  -4.97391
  -4.22943
  -5.24753
  -4.74898
  -4.37733
  -4.12693
  -2.84300
  -4.47575
  -3.74926
  -3.27615
  -4.35743
Metropolis acceptance rate for gamma = 0.28384



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.79523
   0.05945
   3.27494
  -0.60201
   0.86306
   0.89755
   0.11020
  -1.72866
   0.72195
  -0.30524
  -0.70671
   0.77218
  -1.39606
  -1.39516
   0.38885
   0.86870
  -0.10914
  -2.22078
  -0.84415
  -0.45163
  -0.98276
   0.46308
   1.27025
  -0.20362
  -4.45461
  -3.74209
  -3.47814
  -4.91016
  -2.75689
  -3.82421
  -5.04658
  -3.47358
  -5.16896
  -4.70553
  -3.80063
  -4.16271
  -5.20977
  -4.77271
  -3.90818
  -4.82788
  -4.31200
  -4.12367
  -4.12928
  -3.35867
  -4.65143
  -3.84171
  -3.32670
  -4.65982
Metropolis acceptance rate for gamma = 0.28380



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.69866
   0.05642
   3.36388
  -0.66423
   1.20746
   0.83158
   0.88382
  -1.47585
   0.81331
   0.32279
  -0.29032
   1.00031
  -1.16950
  -0.84179
   0.96969
   0.71375
   0.11516
  -1.84259
  -0.24646
  -0.34151
   0.29316
   0.91048
   0.98850
  -0.09742
  -4.08977
  -3.87515
  -2.93813
  -4.40517
  -2.59667
  -3.74561
  -4.67160
  -3.53190
  -4.89173
  -4.29966
  -3.91238
  -4.08120
  -5.59827
  -5.34126
  -3.46725
  -4.29414
  -4.25670
  -4.16477
  -4.16606
  -3.27120
  -4.66659
  -4.05915
  -3.11625
  -4.38866
Metropolis acceptance rate for gamma = 0.28390



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.65358
   0.16257
   2.82288
  -0.85277
   1.73041
   0.95013
   0.55454
  -1.74879
   0.89143
   0.68543
  -0.69606
   0.99047
  -1.33583
  -1.52957
   0.65568
   1.07994
   0.23649
  -1.49469
  -0.52165
  -0.29370
  -0.06913
   0.89013
   1.56063
  -0.03546
  -4.33289
  -3.41912
  -2.76244
  -4.29550
  -2.42033
  -3.57422
  -4.37950
  -3.20736
  -5.25164
  -3.99048
  -3.89455
  -3.22495
  -4.84218
  -5.26516
  -4.05087
  -4.60025
  -4.18990
  -4.10762
  -4.50408
  -3.06001
  -4.52043
  -4.09594
  -2.95574
  -4.30610
Metropolis acceptance rate for gamma = 0.28385



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.27639
  -0.17703
   3.69930
  -0.21978
   1.18340
   1.27452
   0.82020
  -0.92481
   0.97070
   0.52406
   0.17401
   1.49246
  -0.78382
  -1.01772
   0.69064
   1.39359
   0.35436
  -1.82101
  -0.27088
  -0.18913
   0.39695
   0.99147
   2.03435
   0.21181
  -3.71278
  -3.37744
  -2.56886
  -3.17384
  -2.66295
  -3.13886
  -4.29583
  -2.82550
  -3.99653
  -3.56284
  -3.32924
  -3.57366
  -4.39467
  -5.21384
  -3.73098
  -4.75361
  -3.99545
  -3.82562
  -3.80719
  -2.64143
  -4.93242
  -3.64750
  -3.00027
  -4.42329
Metropolis acceptance rate for gamma = 0.28381



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.24554
   0.28100
   3.66967
  -0.41142
   1.35346
   1.23307
   0.44491
  -1.04300
   1.57581
   0.96670
  -0.39534
   0.95170
  -0.87812
  -0.81818
   1.01876
   1.08573
   0.28747
  -1.27730
  -0.33960
  -0.04808
   0.51559
   1.36347
   1.48141
   0.32688
  -3.71030
  -3.21313
  -2.71526
  -3.72280
  -2.13881
  -2.85717
  -4.03708
  -2.90837
  -3.93258
  -3.82699
  -3.38613
  -3.36716
  -4.91354
  -3.91599
  -3.10619
  -3.92524
  -3.51182
  -3.86697
  -4.02779
  -2.80631
  -4.12325
  -3.40124
  -2.80700
  -4.07037
Metropolis acceptance rate for gamma = 0.28377



MCMCoprobit iteration 940001 of 1050000 
beta = 
   4.88574
   0.10630
   3.19948
  -1.17438
   0.22202
   0.45407
   0.57673
  -1.65007
   1.06948
   0.25255
  -1.11933
   1.00636
  -0.99886
  -0.81182
   0.38975
   0.81320
  -0.87615
  -1.99533
  -0.52891
  -0.67839
  -0.05666
   0.20280
   1.51306
  -0.65105
  -4.82243
  -3.47341
  -3.19076
  -4.22544
  -2.80887
  -4.27007
  -5.33124
  -3.77488
  -5.02518
  -4.53928
  -4.21440
  -3.86841
  -5.51189
  -5.53363
  -4.28151
  -4.52443
  -4.28784
  -4.35342
  -4.14951
  -3.38545
  -4.65335
  -3.59371
  -3.11700
  -4.55131
Metropolis acceptance rate for gamma = 0.28367



MCMCoprobit iteration 950001 of 1050000 
beta = 
   4.69484
   0.54319
   3.50877
  -0.36522
   1.37244
   0.91770
   0.63492
  -1.19816
   1.32972
   0.75758
  -0.21036
   1.53017
  -0.75087
  -0.92235
   1.14410
   1.21746
   0.25158
  -1.88359
  -0.69051
  -0.27194
   0.20683
   0.74570
   1.29100
  -0.63022
  -4.42144
  -3.43382
  -2.33353
  -4.34783
  -2.13292
  -3.69059
  -4.48129
  -3.39029
  -4.79556
  -3.79522
  -3.89795
  -3.99575
  -5.27203
  -4.51103
  -3.69149
  -4.54981
  -3.82677
  -4.13712
  -4.01928
  -2.95427
  -4.49561
  -3.46693
  -3.09028
  -4.28889
Metropolis acceptance rate for gamma = 0.28375



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.12903
   0.32626
   3.65710
  -0.62283
   1.12761
   1.12972
   0.36424
  -0.54921
   0.85879
   0.81796
  -0.19566
   1.60109
  -0.72887
  -1.10015
   0.62435
   0.94818
   0.30276
  -1.93351
  -0.07084
  -0.21333
   0.38187
   0.77299
   1.22697
   0.83856
  -3.96939
  -3.20494
  -2.54725
  -3.68480
  -2.15057
  -3.34881
  -4.07264
  -2.89532
  -4.52900
  -4.36501
  -3.22425
  -3.67831
  -4.69648
  -3.99618
  -3.18201
  -4.32674
  -3.65558
  -3.59229
  -3.52212
  -2.78698
  -4.40237
  -3.20679
  -2.77596
  -3.91015
Metropolis acceptance rate for gamma = 0.28391



MCMCoprobit iteration 970001 of 1050000 
beta = 
   4.63108
   0.58210
   3.49603
  -0.44543
   1.19040
   0.69611
   0.52119
  -1.70511
   1.29681
   0.21989
  -0.48699
   1.06492
  -0.98874
  -0.86330
   0.35455
   0.90767
   0.00553
  -1.76788
  -0.70382
  -0.32267
  -0.61635
   0.95361
   1.40613
  -0.52824
  -4.44258
  -3.84808
  -2.99425
  -4.32674
  -2.89820
  -3.78646
  -4.37520
  -3.22490
  -5.32408
  -4.72827
  -3.82056
  -4.31244
  -5.29929
  -4.98959
  -3.78314
  -5.16255
  -4.45310
  -4.03923
  -4.00115
  -3.01868
  -4.67907
  -3.72887
  -2.95730
  -4.44081
Metropolis acceptance rate for gamma = 0.28392



MCMCoprobit iteration 980001 of 1050000 
beta = 
   4.20054
   0.62044
   3.49266
   0.14885
   1.61487
   1.29890
   0.55240
  -1.25246
   1.01949
   0.75162
   0.16400
   1.44367
  -0.29360
  -0.24266
   0.86874
   1.64723
   0.73251
  -1.71977
   0.01277
   0.29250
   0.70289
   1.18639
   1.78427
   0.18551
  -4.16920
  -3.28526
  -2.30569
  -3.85471
  -1.72918
  -3.79800
  -4.23775
  -2.98172
  -4.49570
  -3.61818
  -3.39963
  -3.56390
  -5.01576
  -4.36432
  -3.84043
  -4.84947
  -3.73692
  -3.53915
  -3.85715
  -3.01626
  -4.12410
  -3.11674
  -2.86624
  -3.77650
Metropolis acceptance rate for gamma = 0.28397



MCMCoprobit iteration 990001 of 1050000 
beta = 
   4.51637
   0.59350
   3.12643
  -0.21719
   1.08318
   1.24240
   0.22563
  -1.40918
   0.62328
  -0.30783
  -0.53772
   0.81242
  -0.79278
  -0.64171
   0.76054
   0.79916
  -0.04809
  -1.90947
  -0.11392
  -0.39739
  -0.34664
   0.74657
   1.37275
  -0.21151
  -4.35138
  -3.57360
  -3.21908
  -4.17133
  -2.15605
  -3.93968
  -4.88480
  -3.53047
  -4.67133
  -3.85288
  -4.11885
  -3.82874
  -4.96814
  -5.11960
  -3.42511
  -4.54700
  -3.99909
  -3.90988
  -3.98677
  -3.06414
  -4.49954
  -3.55128
  -3.09309
  -4.25114
Metropolis acceptance rate for gamma = 0.28396



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.67339
  -0.12782
   3.14312
  -0.85887
   1.21012
   0.59695
  -0.13202
  -1.51543
   0.90511
   0.11158
  -0.61677
   1.16867
  -0.93012
  -0.95817
   0.69091
   0.57065
  -0.39596
  -1.95481
  -0.87335
  -0.52580
  -0.34736
   0.51440
   1.25848
  -0.09766
  -4.81624
  -3.75697
  -2.59950
  -4.41120
  -2.77156
  -3.91600
  -4.43260
  -3.78715
  -4.84657
  -4.12768
  -3.97703
  -4.22313
  -4.77832
  -4.87941
  -4.14605
  -5.03959
  -4.21007
  -4.12737
  -4.25101
  -3.20927
  -4.71306
  -3.95548
  -2.88145
  -4.24046
Metropolis acceptance rate for gamma = 0.28399



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   4.66306
   0.31996
   2.41219
  -0.22211
   1.25165
   0.52024
   0.46528
  -1.74377
   0.76637
  -0.00959
  -0.20281
   0.75666
  -0.90863
  -1.14662
   0.35103
   1.02376
  -0.37744
  -2.02452
  -0.54591
  -0.58436
  -0.32999
   0.85231
   1.32620
  -0.19235
  -4.15627
  -3.82690
  -2.59744
  -4.32961
  -2.44970
  -3.96567
  -4.91909
  -3.39618
  -4.80304
  -4.48710
  -3.94753
  -4.02822
  -5.15593
  -5.24298
  -4.39357
  -4.55673
  -4.74551
  -4.19218
  -4.16632
  -2.98637
  -4.48317
  -3.89908
  -3.22335
  -4.44196
Metropolis acceptance rate for gamma = 0.28405



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.54394
   0.38386
   2.78287
   0.12982
   1.62729
   1.07483
   0.60121
  -1.05823
   0.97181
   0.51611
  -0.12398
   1.47047
  -0.64559
  -1.02718
   0.84156
   1.09963
   0.17195
  -1.77281
  -0.61760
  -0.01904
   0.04218
   0.93567
   1.45319
   0.54360
  -4.33846
  -3.29860
  -3.12346
  -4.12051
  -2.26340
  -3.89365
  -4.66482
  -3.33143
  -4.76152
  -4.04919
  -3.32679
  -4.53448
  -5.19779
  -5.23086
  -3.47523
  -4.39151
  -4.56048
  -3.51800
  -4.30614
  -2.67826
  -4.46913
  -3.58527
  -3.05350
  -4.14197
Metropolis acceptance rate for gamma = 0.28404



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.38951
   0.81534
   3.00777
  -0.33777
   1.60275
   0.97554
   0.63702
  -1.25327
   1.02723
  -0.02291
  -0.62660
   1.44693
  -1.08959
  -0.51972
   0.33076
   0.96686
  -0.15672
  -1.97025
  -0.52555
  -0.33896
   0.31219
   0.71715
   1.54989
   0.12438
  -3.69526
  -3.43373
  -2.99310
  -3.78247
  -2.69654
  -3.61436
  -4.25099
  -3.31805
  -4.76321
  -3.98638
  -3.70882
  -3.60888
  -4.77562
  -4.74170
  -3.90404
  -4.49773
  -3.94610
  -3.60765
  -3.99414
  -3.40073
  -4.37830
  -3.43989
  -2.91535
  -4.17824
Metropolis acceptance rate for gamma = 0.28409



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   4.40490
   0.65884
   3.18213
  -0.42576
   1.38775
   1.04350
   0.49048
  -1.05538
   0.48067
   0.75901
  -0.25375
   1.37137
  -1.30669
  -1.07894
   1.00340
   1.68904
  -0.00452
  -1.68468
  -0.25306
  -0.30652
  -0.13366
   1.22615
   1.81353
   0.40167
  -4.17258
  -3.19254
  -2.68245
  -4.14884
  -2.67550
  -3.33381
  -4.53379
  -3.27646
  -4.67734
  -3.89811
  -3.56305
  -3.82073
  -5.23714
  -4.37516
  -2.59971
  -4.27460
  -3.97986
  -3.88384
  -3.90502
  -2.63837
  -4.71461
  -3.38865
  -2.72247
  -4.41875
Metropolis acceptance rate for gamma = 0.28405



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.28404
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(a2.M1.out, file="MM3.2.a2.M1.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1076.116    5.695 1174.258 
